Jenna Dewan and her new boyfriend Steve Kazee made Palm Springs, California, even hotter on November 2.

Days after PEOPLE confirmed the two are dating, the pair were photographed kissing with their arms wrapped around each other as people walked by on the sidewalk.

Making the moment even cuter, the duo wore coordinated looks. While Dewan, 37, opted for light blue jeans and a black top, Kazee, 43, wore a light denim shirt and black pants. Both rocked black shoes, with Dewan in heels and Kazee in loafers.

A source told PEOPLE on Tuesday that Dewan and the Tony Award-winning actor have “been dating for a couple [of] months andshe’s really happy.”

The insider added the two have been spending quality time together and are getting closer.

“Jenna is having a lot of fun with Steve,” the insider said. “They’ve been dating for months out of the spotlight andit’s becoming more serious.”

“They have a lot in common,” the source added.

News of her budding relationship with Kazee comes three weeks after a source told PEOPLE her ex Channing Tatum was dating British singer Jessie J.

“She and Channing are both very respectful of each other, but she’s ready to move on with her life,” the source said of Dewan and Tatum. “She’s feeling hopeful about the future and her friends are also really excited to see her so happy.”

Dewan and Tatum filed for divorce on the same day in separate filings. They both asked for joint legal and physical custody, and the actress has requested child and spousal support.

In September, a source told PEOPLE both Dewan and Tatum are back in the dating game.